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Devices and interfaces

Models beyond the screen: wearables, the internet of things and new ways to talk to a machine.

2 articles

IoT-MCP hits 100% tool-call success at 205 ms across six MCU families

We talk a great deal about large language models and the smart home, but the conversation rarely reaches actual hardware. In IoT, every microcontroller, sensor and protocol plays by its own rules. An LLM will answer questions about them readily enough, yet it has no painless way to negotiate with devices that keep dropping off the network or returning data in unexpected formats. The authors of…

Federation of Agents beats the best single agent 13× on HealthBench Hard

Today's multi-agent systems often look like a stage play with the roles handed out in advance: every agent gets its own domain, its own channel, its own script. That is convenient for prototypes and falls apart on real work. Who can actually do what? Under which rules? How do you find the right executor among hundreds of nodes, and do it over constrained networks such as IoT? The authors of…